Towards Lifelong Learning

The goal of lifelong learning is to develop techniques that continuously and autonomously learn from data, potentially for years or decades. During this time, the system should autonomously improve its performance by extracting and preserving information between different learning tasks, similar to how a natural system learns more and more complex tasks over time. In my talk, I will highlight recent works from our research group: theoretical results, new algorithms, and applications to computer vision.